Zero-Shot Image Classification

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3 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. Benchmarking CLIP for Zero-Shot Face and Periocular Gender Estimation

    Oct 5, 2026Fernando Alonso-Fernandez, Kevin Hernandez-Diaz, Jose Maria Buades +1Zero-Shot Image Classification

    School of Information Technology, Halmstad University, Sweden · Computer Graphics and Vision and AI Group, University of Balearic Islands, Spain

  2. LAS-CLIP: A Lightweight Adapter Steering Approach for CLIP's Visual Encoder

    Oct 2, 2026Anh-Khoa Dinh-Duc, Duc-Tai Dinh, Tam V. Nguyen +1VLM AdaptationZero-Shot Image Classification

    University of Science, Ho Chi Minh City, Vietnam · Viet Nam National University, Ho Chi Minh City, Vietnam · University of Dayton, USA

  3. A Visual Classification Dataset and Model Evaluation for Historical Manuscript Illustrations

    Sep 27, 2026Yoav Evron, Michal Bar-Asher Siegal, Michael FireVLM EvaluationHistorical Document Analysis

    Faculty of Computer and Information Science, Ben-Gurion University of the Negev, Be’er Sheva, Israel · The Goldstein-Goren Department of Jewish Thought, Ben-Gurion University of the Negev, Be’er Sheva, Israel

  4. From Model Patterns to Abstract Semantics in Compositional Zero-Shot Learning

    Sep 14, 2026Weize Li, Zhicheng Zhao, Fei SuZero-Shot LearningVLM Reasoning

    Beijing University of Posts and Telecommunications · Beijing Key Laboratory of Network System and Network Culture · Key Laboratory of Interactive Technology and Experience System

  5. IchthyoNoma: Nomenclature and Context Sensitivity of Zero-Shot Biological Vision--Language Models for Bangladeshi Freshwater Fish Recognition

    Sep 3, 2026Nazim-E-Alam, Tarek Rahman, Md Kishor MorolVLM RobustnessPrompt Sensitivity

    American International University Bangladesh · United International University · ELITE Research Lab, Queens, New York, USA

  6. When Modality Gap Reduction Fails: Prediction-Level Hubness in CLIP

    Sep 1, 2026Shota Sato, Hajime Kiyama, Tosho Hirasawa +1Cross-Modal AlignmentZero-Shot Image Classification

    Hitotsubashi University

  7. Visual Distribution Anchoring for Efficient Prompt Tuning

    Jul 31, 2026Pouya Parsa, Raoof Zare Moayedi, Seongjin ChoiSource-Free Domain AdaptationDomain Adaptation

    University of Minnesota USA

  8. Attributes Should Come from Images, Not Class Names: Distribution-Conditioned Attribute Selection for Vision-Language Models

    Jul 21, 2026Gautam Rajendrakumar Gare, Jia Shi, Zhiqiu Lin +3Vision-Language ModelsDistribution Shift

    Carnegie Mellon University, USA

  9. MED-DSLC: Multi-Expert-Domain Classification via Domain Supervision and Logit Calibration

    Jul 13, 2026Zheng Zeng, Deepak Sridhar, Nuno VasconcelosVLM RobustnessVLM Adaptation

    University of California, San Diego, USA

  10. How Do Diffusion Classifiers Decide? A Bias-Centric Evaluation

    Jul 4, 2026Saba Fathi, Fardin Ayar, Maryam Abdolali +3ClassificationZero-Shot Image Classification

    2Amirkabir University of Technology, Tehran, Iran · 1K. N. Toosi University of Technology, Tehran, Iran · 3The University of Tokyo, Tokyo, Japan

  11. Self-Improving Diffusion Classifiers with Minority Preference Optimization

    Jul 4, 2026Hyunsoo Kim, Jungmyung Wi, Soobin Um +2Diffusion Model AlignmentLong-Tailed Classification

    1Korea University · 2Kook Min University · 3Kyung Hee University

  12. CV-DCLR: Causal-Visual Dynamic Label Refinement for Robust Zero-Shot Learning

    Jul 1, 2026Can Wang, Jiangnan Li, Mingyu Li +4Zero-Shot LearningZero-Shot Image Classification

  13. Physiology-Aware CNN and Zero-Shot Multimodal LLMs for ECG Image Classification: A Comparative Study

    Jun 22, 2026Khalil Ahammad, Derek Abbott, Mohsen DorrakiElectrocardiographyMultimodal Large Language Models

    School of Computer Science and Information Technology, Adelaide University, SA 5005, Australia · Australian Institute for Machine Learning (AIML), Adelaide, Australia · Pi MedTech, Adelaide, Australia +1

  14. Beyond Flat Labels: Level-Restricted Contrastive Learning for Hierarchical Fine-Grained Vision Classification

    Jun 20, 2026Zhiyuan Tao, Srikumar Sastry, Matthew J Thompson +9Hierarchical ClassificationContrastive Learning

    The Ohio State University · Washington University in St. Louis · Neuromatch +1

  15. Multimodal Concept Bottleneck Models

    Jun 18, 2026Tongqing Shi, Ge Yan, Tuomas Oikarinen +1Concept Bottleneck ModelsVLM Interpretability

    UC San Diego

  16. Beyond Templates: Revisiting Zero-Shot Remote Sensing through Meta-Prompting

    Jun 15, 2026Eirini Baltzi, Dionysis Christopoulos, Sotiris Spanos +2Remote Sensing Image UnderstandingZero-Shot Image Classification

    Remote Sensing Lab, National Technical University of Athens Athens, Greece · Department of Engineering and Sciences, Universitas Mercatorum Rome, Italy

  17. Label Shift Aware Adaptation for Online Zero-shot Learning with Contrastive Language-Image Pre-Training (CLIP)

    Jun 13, 2026Pengxiao Han, Changkun Ye, Yanshuo Wang +5Source-Free Domain AdaptationZero-Shot Learning

    Australian National University, Canberra, ACT, Australia · China North Vehicle Research Institute, Beijing, China · The Hong Kong Polytechnic University, Hong Kong SAR, China +3

  18. Multi-Label Test-Time Adaptation with Bayesian Conditional Priors

    Jun 11, 2026Qiru Li, Ao Zhou, Zhiwei Jiang +4Multi-Label ClassificationTest-Time Adaptation

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing 210023, China

  19. Adapting Vision-Language Models from Iconic to Inclusive for Multi-Label Recognition Without Labels

    Jun 10, 2026Cheng Chen, Jingyu Zhou, Yifan Zhao +1Multi-Label ClassificationVLM Adaptation

    State Key Laboratory of Virtual Reality Technology and Systems, SCSE & QRI, Beihang University, Beijing 100191, China.

  20. Density-Aware Translation of Spurious Correlations in Zero-Shot VLMs

    Jun 1, 2026Afsaneh Hasanebrahimi, Hanxun Huang, Christopher Leckie +1VLM RobustnessVision-Language Models

    School of Computing and Information Systems, The University of Melbourne, Victoria, Australia.

  21. The Rescue Effect: Spatio-Semantic Early Exit Bypasses Quantization Collapse in CLIP

    May 26, 2026Kahyeon Nam, Hyesong ChoiVLM QuantizationActivation Quantization

    Soongsil University Seoul, Republic of Korea

  22. [CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation

    May 25, 2026Akang Wang, Xili Deng, Zhanxuan Hu +3Multi-Label ClassificationZero-Shot Image Classification

    Yunnan Normal University, Kunming, China · Kunming University of Science and Technology, Kunming, China

  23. Supervised Classification Heads as Semantic Prototypes: Unlocking Vision-Language Alignment via Weight Recycling

    May 21, 2026David Méndez, Roberto Confalonieri, Natalia Díaz RodríguezCross-Modal LearningVLM Adaptation

    Department of Computer Science and Artificial Intelligence, DaSCI Institute, University of Granada, Granada, Spain · Department of Mathematics “Tullio Levi-Civita”, University of Padova, Padova, Italy.

  24. Neutral-Reference Prompting for Vision-Language Models

    May 15, 2026Senmao Tian, Xiang Wei, Shunli ZhangVision-Language ModelsVLM Adaptation

    Beijing Jiaotong University, Beijing, China.

  25. KEPIL: Knowledge-Enhanced Prompt-Image Learning for Prompt-Robust Disease Detection

    May 9, 2026Haozhe Luo, Shelley Zixin Shu, Ziyu Zhou +2VLM RobustnessRadiology VLMs

    ARTORG Center for Biomedical Engineering Research, University of Bern · Kaiko.AI, Zurich, Switzerland · Shanghai Jiao Tong University +1

  26. CropVLM: A Domain-Adapted Vision-Language Model for Open-Set Crop Analysis

    May 5, 2026Abderrahmene Boudiaf, Sajd JavedOpen-Vocabulary Object DetectionAgricultural Image Analysis

    Department of Electrical Engineering and Computer Science, Khalifa University of Science and Technology, Abu Dhabi, United Arab Emirates

  27. LAGO: Language-Guided Adaptive Object-Region Focus for Zero-Shot Visual-Text Alignment

    May 4, 2026Junyi Hu, Qiji Zhou, Lei Zhang +1VLM RobustnessEfficient VLM Inference

    Beijing Jiaotong University · Westlake University · Rochester Institute of Technology

  28. ClimateVID -- Social Media Videos Analysis and Challenges Involved

    Apr 30, 2026Shiqi Xu, Moritz Burmester, Katharina Prasse +3VLM EvaluationSocial Media Analysis

    University of Mannheim · Technical University of Munich · University of Mannheim, Max-Planck-Institute for Informatics, Saarland Informatics Campus

  29. Multi-View Synergistic Learning with Vision-Language Adaption for Low-Resource Biomedical Image Classification

    Apr 27, 2026Xiaoliu Luo, Minxue Xiao, Ting Xie +5VLM AdaptationMulti-View Learning

    Chongqing University of Technology · Hebei University of Technology · Nanyang Technological University +3

  30. Zero-Shot Distracted Driver Detection via Vision Language Models with Double Decoupling

    Jan 13, 2026Takamichi Miyata, Sumiko Miyata, Andrew MorrisVision-Language ModelsAutonomous Driving Perception

    Chiba Institute of Technology · Chiba, Japan · Institute of Science Tokyo +3